A survey on legal judgment prediction: Datasets, metrics, models and challenges
J Cui, X Shen, S Wen - IEEE Access, 2023 - ieeexplore.ieee.org
Legal judgment prediction (LJP) applies Natural Language Processing (NLP) techniques to
predict judgment results based on fact descriptions automatically. The present work …
predict judgment results based on fact descriptions automatically. The present work …
Rethinking the field of automatic prediction of court decisions
In this paper, we discuss previous research in automatic prediction of court decisions. We
define the difference between outcome identification, outcome-based judgement …
define the difference between outcome identification, outcome-based judgement …
ILDC for CJPE: Indian legal documents corpus for court judgment prediction and explanation
An automated system that could assist a judge in predicting the outcome of a case would
help expedite the judicial process. For such a system to be practically useful, predictions by …
help expedite the judicial process. For such a system to be practically useful, predictions by …
Natural language processing in law: Prediction of outcomes in the higher courts of Turkey
Natural language processing (NLP) based approaches have recently received attention for
legal systems of several countries. It is of interest to study the wide variety of legal systems …
legal systems of several countries. It is of interest to study the wide variety of legal systems …
Swiss-judgment-prediction: A multilingual legal judgment prediction benchmark
In many jurisdictions, the excessive workload of courts leads to high delays. Suitable
predictive AI models can assist legal professionals in their work, and thus enhance and …
predictive AI models can assist legal professionals in their work, and thus enhance and …
[PDF][PDF] A meta analysis of attention models on legal judgment prediction system
G Sukanya, J Priyadarshini - International Journal of …, 2021 - pdfs.semanticscholar.org
Artificial Intelligence in legal research is transforming the legal area in manifold ways.
Pendency of court cases is a long-lasting problem in the judiciary due to various reasons …
Pendency of court cases is a long-lasting problem in the judiciary due to various reasons …
Legal judgment prediction with multi-stage case representation learning in the real court setting
Legal judgment prediction (LJP) is an essential task for legal AI. While prior methods studied
on this topic in a pseudo setting by employing the judge-summarized case narrative as the …
on this topic in a pseudo setting by employing the judge-summarized case narrative as the …
Unsupervised law article mining based on deep pre-trained language representation models with application to the Italian civil code
A Tagarelli, A Simeri - Artificial Intelligence and Law, 2022 - Springer
Modeling law search and retrieval as prediction problems has recently emerged as a
predominant approach in law intelligence. Focusing on the law article retrieval task, we …
predominant approach in law intelligence. Focusing on the law article retrieval task, we …
Judgment prediction via injecting legal knowledge into neural networks
Abstract Legal Judgment Prediction (LJP) is a key problem in legal artificial intelligence,
which is aimed to predict a law case's judgment based on a given text describing the facts of …
which is aimed to predict a law case's judgment based on a given text describing the facts of …
Named-entity recognition in Turkish legal texts
C Çetindağ, B Yazıcıoğlu, A Koç - Natural Language Engineering, 2023 - cambridge.org
Natural language processing (NLP) technologies and applications in legal text processing
are gaining momentum. Being one of the most prominent tasks in NLP, named-entity …
are gaining momentum. Being one of the most prominent tasks in NLP, named-entity …